AI Visibility Diagnosis Report
郭敬明
Keyword: 导演
58
AI Visibility Score
(0–100)
33
Discovery Score
Found even when users don't know you?
97
Brand Score
How AI describes you — sentiment-weighted
"郭敬明's AI visibility in '导演' is Fair, with a significant gap in '类型' scenarios"
Report Date: 2026-04-05 · Query Scenarios: 9 · Sources: GPT / Claude / Kimi + Tavily
T0 · BASELINE AWARENESS PROBE
AI First Impression of 郭敬明
Before designing any query, we asked 4 AIs: "Do you know what 郭敬明 is?"
This is the brand's awareness baseline in the AI world — the foundation for all subsequent scenario probes.
4/4
LLMs That Know Brand
T0 Baseline Awareness
四个LLM对郭敬明的整体认知水平为有一定...
Overall Awareness Level
T0 Summary:四个LLM对郭敬明的整体认知水平为有一定认知。
EN: 郭敬明 (Guo Jingming) is a Chinese author, director, and producer known for his work in literature and film. He gained fame for his novels, particularly in the genre of youth literatu...
ZH: 郭敬明是中国著名的作家、导演和制片人。他以青春文学作品而闻名，尤其是小说《小时代》系列，此外还执导了多部电影。郭敬明在中国文化界具有较高的影响力。
EN: 郭敬明 (Guo Jingming) is a Chinese author, director, and businessman born in 1983. He is known for writing popular youth literature novels, particularly the "Tiny Times" series, and l...
ZH: 郭敬明是中国当代作家、导演和出版人。他以青春文学作品成名，代表作有《幻城》《小时代》系列等，后来也执导了同名电影。他还创办了"最世文化"公司，涉足文学出版和影视制作领域。
EN: 郭敬明 is a Chinese author, director, and screenwriter. He is best known for his novels, particularly the "Fengshen Bang" series, which have gained significant popularity in China. As...
ZH: 郭敬明是一位中国当代作家、导演和企业家。他以创作青春题材的小说而闻名，如《小时代》系列。此外，他还执导了根据自己小说改编的电影，涉足影视行业。
EN: 郭敬明 is a Chinese author, film director, and entrepreneur known for his youth-oriented novels and films. He gained fame through works like "Tiny Times" (小时代), which often explore th...
ZH: 郭敬明是中国作家、导演及商人，以青春文学和电影作品闻名。他创作了《小时代》系列小说并执导了同名电影，同时是上海最世文化发展有限公司的创始人。
EXECUTIVE SUMMARY
Executive Summary
3 Key Findings
- In 36 query scenarios, 郭敬明 appeared in 56% — above industry average
- EN LLMs (GPT/Claude) hit rate 55%, Non-EN LLMs (Kimi/DeepSeek) hit rate 0% — significant cross-language gap detected
2 Urgent Actions
Ongoing: 持续监测竞品内容策略 (定期复查)
CHAPTER 1
Visibility Overview
58
AI Visibility Score (0–100)
56%
Query Hit Rate
Mentions / Total Queries
#1.0
Avg. Rank
Position when mentioned
Scenario Coverage
✓ 品牌深度✓ 品牌认知✗ 场景✗ 类型
CHAPTER 2
LLM Performance Breakdown
100%
LLM Consistency
Strong consensus across LLMs
55%
EN LLM Hit Rate
GPT / Claude
0%
Non-EN LLM Hit Rate
Kimi
🔍 Level 1 · Discovery
0% hit (0/4)
✗ Gap
When users don't know 郭敬明, does AI proactively recommend it?
| Query Scenario | GPT-4o
EN | Claude Sonnet
EN |
|---|
类型
What is youth literature? | ✗ | ✗ |
类型
What are the themes in youth literature? | ✗ | ✗ |
🎯 Level 2 · Scenario
0% hit (0/4)
✗ Gap
When users solve specific problems, does 郭敬明 appear?
| Query Scenario | GPT-4o
EN | Claude Sonnet
EN |
|---|
场景
What movies are based on youth literatur... | ✗ | ✗ |
场景
How does literature influence film? | ✗ | ✗ |
🏷 Level 3 · Brand Awareness
100% hit (6/6)
⚡ First hit at this level
Users know 郭敬明 — does AI?
| Query Scenario | GPT-4o
EN | Claude Sonnet
EN |
|---|
品牌认知
What are Guo Jingming's famous works? | ✓ #1 | ✓ #1 |
品牌认知
Is Guo Jingming a director? | ✓ #1 | ✓ #1 |
品牌认知
What is the company founded by Guo Jingm... | ✓ #1 | ✓ #1 |
🔬 Level 4 · Brand Depth
100% hit (4/4)
How deep is AI's knowledge of 郭敬明's technical details and competitors?
| Query Scenario | GPT-4o
EN | Claude Sonnet
EN |
|---|
品牌深度
What is the movie Tiny Times about? | ✓ #1 | ✓ #1 |
品牌深度
How influential is Guo Jingming in Chine... | ✓ #1 | ✓ #1 |
Representative descriptions of 郭敬明 by each LLM
"郭敬明是著名的青春文学作家，代表作包括《小时代》系列。"
"郭敬明是青春文学的开创者，作品如《幻城》和《小时代》广受欢迎。"
CHAPTER 3
User Decision Journey
At which stage of the buying journey does AI lose track of you?
💡 Awareness
62%
类型 · 场景 · 品牌认知 · 品牌深度 · 品牌深度 · 品牌认知 · 品牌认知 · 场景
Sentiment Drift Detection
✓ Sentiment consistent across all stages — no trust gap detected
CHAPTER 4
Content Source Audit
31%
Authority-Weighted Coverage
Presence in high-authority sources
Coverage by Source Authority
| Source Type | Brand Mentions | Coverage |
|---|
| 社区平台 |
0/2 |
|
| 普通来源 |
5/13 |
|
Backlink Audit (authority of sources that cite you)
| Domain | Authority Level | Recognition |
|---|
| www.zhihu.com |
普通来源 |
✓ Widely Recognized |
| www.sohu.com |
普通来源 |
✓ Widely Recognized |
| m.douban.com |
普通来源 |
✓ Widely Recognized |
Top Cited Sources
| en.wikipedia.org |
2 citations |
| www.imdb.com |
1 citations |
| baike.baidu.com |
1 citations |
| www.instagram.com |
1 citations |
| www.facebook.com |
1 citations |
| www.zhihu.com |
1 citations |
ACTION ROADMAP
Action Roadmap
持续监测竞品内容策略
当前曝光表现尚可，建议定期监测竞品的 AI 描述变化，及时调整内容策略。
Platform: 定期复查
⚡ Quick Wins — Start immediately
APPENDIX
Appendix · Raw Query Log
Methodology: 8 standard query types + Autosuggest long-tail expansion, tested on GPT-4o-mini / Claude Sonnet / Kimi, results parsed by GPT-4o-mini
| Scenario | Query | Mentioned | Sentiment |
|---|
| 类型 |
What is youth literature?... |
✗ |
Not Mentioned |
| 场景 |
What movies are based on youth literature?... |
✗ |
Not Mentioned |
| 品牌认知 |
What are Guo Jingming's famous works?... |
✓ #1 |
Positive |
| 品牌深度 |
What is the movie Tiny Times about?... |
✓ #1 |
Positive |
| 品牌深度 |
How influential is Guo Jingming in Chinese culture?... |
✓ #1 |
Positive |
| 品牌认知 |
Is Guo Jingming a director?... |
✓ #1 |
Positive |
| 品牌认知 |
What is the company founded by Guo Jingming?... |
✓ #1 |
Positive |
| 场景 |
How does literature influence film?... |
✗ |
Not Mentioned |
| 类型 |
What are the themes in youth literature?... |
✗ |
Not Mentioned |
⚓ Anchor AI Visibility System · Recommended monthly re-scan · Generated in —
PROPAGATION ENGINE · METHODOLOGY
Propagation Engine — Methodology
⚙ Sandtown Social Simulation Engine
Modeled on a high-compression, high-density urban environment —
extreme population density, intense social pressure, and rapid information velocity.
Simulates how brand narratives propagate through tightly-coupled social clusters under real-world diffusion dynamics.
📐 Four-Step Process
01
Multi-Model AI Probe
Parallel Q&A across GPT · Claude · Kimi · DeepSeek to capture real brand perception in each AI system
02
Narrative Signal Extraction
Extract dominant narrative, core tags, and sentiment tone from probe results — identifying the "story version" being spread in the AI world
03
Group Signal Mapping
Map narrative signals to 27 social behavior clusters, computing activation intensity based on each group's information diffusion tendency
04
Propagation Wave Forecast
Simulate information diffusion using an urban social network model, outputting T+1 to T+8+ propagation timeline predictions
⚠ Data Notice: Propagation results are estimates based on industry knowledge, behavioral models, and AI probe data — not real-time market data or actual user statistics. Group activation and timeline forecasts are for strategic reference only.
STEP 1 · NARRATIVE SNAPSHOT
AI Dominant Narrative
Aggregates responses from 4 LLMs to extract the "story version" of 郭敬明 most widely seen in the AI world.
Dominant Impression
“郭敬明是中国著名的青春文学作家和导演，以《小时代》系列闻名，深受年轻读者喜爱。”
青春文学 影响力 文化人物 电影 年轻读者
Narrative Tone
Opportunity
Sentiment
Positive
Narrative Consistency
95/100
Blind Spots:
对其作品的批评未被提及 缺乏对其争议的讨论
Language Variation: 中英文描述一致，均强调郭敬明在青春文学和电影领域的影响力。
Sandtown simulation not run (set SKIP_SANDTOWN=0 + SANDTOWN_DIR to enable)